Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 4061 |
| Missing cells | 5243 |
| Missing cells (%) | 5.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 729.8 KiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 23 |
|---|
Age is highly overall correlated with Work and 1 other fields | High correlation |
Work is highly overall correlated with Age | High correlation |
DM is highly overall correlated with DM_Type and 1 other fields | High correlation |
Year_DM_Diagnosed is highly overall correlated with DM_Duration | High correlation |
DM_Duration is highly overall correlated with Year_DM_Diagnosed | High correlation |
DM_Type is highly overall correlated with DM and 1 other fields | High correlation |
HbA1C_Admission_Value is highly overall correlated with DM and 1 other fields | High correlation |
Waist is highly overall correlated with BMI | High correlation |
BMI is highly overall correlated with Waist | High correlation |
Creatinine_Clearance is highly overall correlated with Age | High correlation |
Year_DM_Diagnosed has 1871 (46.1%) missing values | Missing |
DM_Duration has 1871 (46.1%) missing values | Missing |
HbA1C_Admission_Value has 1501 (37.0%) missing values | Missing |
Year_DM_Diagnosed is highly skewed (γ1 = -26.51372278) | Skewed |
DM_Duration is highly skewed (γ1 = 26.52116445) | Skewed |
Gender has 1364 (33.6%) zeros | Zeros |
Education has 969 (23.9%) zeros | Zeros |
Work has 2923 (72.0%) zeros | Zeros |
Cardiac_Arrest_Admission has 3974 (97.9%) zeros | Zeros |
Non_Cardiac_Condition has 3943 (97.1%) zeros | Zeros |
Hypertension has 1432 (35.3%) zeros | Zeros |
Dyslipidemia has 1766 (43.5%) zeros | Zeros |
DM has 1883 (46.4%) zeros | Zeros |
DM_Type has 1872 (46.1%) zeros | Zeros |
DM_Treatment has 103 (2.5%) zeros | Zeros |
Smoking_History has 982 (24.2%) zeros | Zeros |
Lipid_24_Collected has 599 (14.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-20 16:44:49.243187 |
|---|---|
| Analysis finished | 2023-03-20 16:46:56.622305 |
| Duration | 2 minutes and 7.38 seconds |
| Software version | ydata-profiling vv4.0.0 |
| Download configuration | config.json |
Gender
Real number (ℝ)
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.66412214 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1364 |
| Zeros (%) | 33.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4723546 |
|---|---|
| Coefficient of variation (CV) | 0.71124658 |
| Kurtosis | -1.5173706 |
| Mean | 0.66412214 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.69525313 |
| Sum | 2697 |
| Variance | 0.22311887 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 1 | 2697 | |
| 0 | 1364 |
| Value | Count | Frequency (%) |
| 0 | 1364 | |
| 1 | 2697 |
| Value | Count | Frequency (%) |
| 1 | 2697 | |
| 0 | 1364 |
Age
Real number (ℝ)
| Distinct | 79 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.351884 |
| Minimum | 18 |
|---|---|
| Maximum | 112 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 52 |
| median | 60 |
| Q3 | 69 |
| 95-th percentile | 81 |
| Maximum | 112 |
| Range | 94 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 12.727595 |
|---|---|
| Coefficient of variation (CV) | 0.21088977 |
| Kurtosis | -0.12256521 |
| Mean | 60.351884 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.0038224183 |
| Sum | 245089 |
| Variance | 161.99166 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62 | 149 | 3.7% |
| 72 | 138 | 3.4% |
| 60 | 132 | 3.3% |
| 57 | 132 | 3.3% |
| 67 | 121 | 3.0% |
| 59 | 119 | 2.9% |
| 52 | 117 | 2.9% |
| 56 | 114 | 2.8% |
| 64 | 112 | 2.8% |
| 70 | 111 | 2.7% |
| Other values (69) | 2816 |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 24 | 3 | |
| 25 | 6 | |
| 26 | 5 | |
| 27 | 4 | |
| 28 | 5 | |
| 29 | 5 | |
| 30 | 5 | |
| 31 | 7 |
| Value | Count | Frequency (%) |
| 112 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 99 | 5 | |
| 97 | 2 | < 0.1% |
| 96 | 1 | < 0.1% |
| 95 | 3 | |
| 94 | 6 | |
| 93 | 6 | |
| 92 | 6 | |
| 91 | 3 |
Education
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9202167 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 969 |
| Zeros (%) | 23.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.4284366 |
|---|---|
| Coefficient of variation (CV) | 0.74389343 |
| Kurtosis | -0.55103223 |
| Mean | 1.9202167 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.32913589 |
| Sum | 7798 |
| Variance | 2.0404311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 1965 | |
| 0 | 969 | |
| 4 | 645 | 15.9% |
| 1 | 249 | 6.1% |
| 5 | 164 | 4.0% |
| 3 | 65 | 1.6% |
| 6 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 969 | |
| 1 | 249 | 6.1% |
| 2 | 1965 | |
| 3 | 65 | 1.6% |
| 4 | 645 | 15.9% |
| 5 | 164 | 4.0% |
| 6 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 4 | 0.1% |
| 5 | 164 | 4.0% |
| 4 | 645 | 15.9% |
| 3 | 65 | 1.6% |
| 2 | 1965 | |
| 1 | 249 | 6.1% |
| 0 | 969 |
Work
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.31667077 |
| Minimum | 0 |
|---|---|
| Maximum | 3 |
| Zeros | 2923 |
| Zeros (%) | 72.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 3 |
| Range | 3 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.53974118 |
|---|---|
| Coefficient of variation (CV) | 1.7044237 |
| Kurtosis | 1.5830841 |
| Mean | 0.31667077 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.51927 |
| Sum | 1286 |
| Variance | 0.29132054 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=4)
| Value | Count | Frequency (%) |
| 0 | 2923 | |
| 1 | 994 | 24.5% |
| 2 | 140 | 3.4% |
| 3 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2923 | |
| 1 | 994 | 24.5% |
| 2 | 140 | 3.4% |
| 3 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 3 | 4 | 0.1% |
| 2 | 140 | 3.4% |
| 1 | 994 | 24.5% |
| 0 | 2923 |
Cardiac_Arrest_Admission
Real number (ℝ)
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.025855701 |
| Minimum | 0 |
|---|---|
| Maximum | 3 |
| Zeros | 3974 |
| Zeros (%) | 97.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 3 |
| Range | 3 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.18981787 |
|---|---|
| Coefficient of variation (CV) | 7.3414323 |
| Kurtosis | 97.814758 |
| Mean | 0.025855701 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.9927267 |
| Sum | 105 |
| Variance | 0.036030825 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=4)
| Value | Count | Frequency (%) |
| 0 | 3974 | |
| 1 | 73 | 1.8% |
| 2 | 10 | 0.2% |
| 3 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3974 | |
| 1 | 73 | 1.8% |
| 2 | 10 | 0.2% |
| 3 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 3 | 4 | 0.1% |
| 2 | 10 | 0.2% |
| 1 | 73 | 1.8% |
| 0 | 3974 |
Non_Cardiac_Condition
Real number (ℝ)
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.030041862 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 3943 |
| Zeros (%) | 97.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.17640002 |
|---|---|
| Coefficient of variation (CV) | 5.8718074 |
| Kurtosis | 38.051304 |
| Mean | 0.030041862 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.0384687 |
| Sum | 122 |
| Variance | 0.031116969 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=3)
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 114 | 2.8% |
| 2 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 114 | 2.8% |
| 2 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 4 | 0.1% |
| 1 | 114 | 2.8% |
| 0 | 3943 |
Hypertension
Real number (ℝ)
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.64860872 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 1432 |
| Zeros (%) | 35.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.48003608 |
|---|---|
| Coefficient of variation (CV) | 0.74010119 |
| Kurtosis | -1.561588 |
| Mean | 0.64860872 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.58935592 |
| Sum | 2634 |
| Variance | 0.23043464 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=3)
| Value | Count | Frequency (%) |
| 1 | 2624 | |
| 0 | 1432 | |
| 2 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1432 | |
| 1 | 2624 | |
| 2 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 5 | 0.1% |
| 1 | 2624 | |
| 0 | 1432 |
Dyslipidemia
Real number (ℝ)
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56636296 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 1766 |
| Zeros (%) | 43.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.49811595 |
|---|---|
| Coefficient of variation (CV) | 0.87949952 |
| Kurtosis | -1.8650935 |
| Mean | 0.56636296 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.23800234 |
| Sum | 2300 |
| Variance | 0.2481195 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=3)
| Value | Count | Frequency (%) |
| 1 | 2290 | |
| 0 | 1766 | |
| 2 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1766 | |
| 1 | 2290 | |
| 2 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 5 | 0.1% |
| 1 | 2290 | |
| 0 | 1766 |
DM
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.071411 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 1883 |
| Zeros (%) | 46.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.99695235 |
|---|---|
| Coefficient of variation (CV) | 0.93050414 |
| Kurtosis | -1.9792108 |
| Mean | 1.071411 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.14324036 |
| Sum | 4351 |
| Variance | 0.99391399 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=3)
| Value | Count | Frequency (%) |
| 2 | 2173 | |
| 0 | 1883 | |
| 1 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1883 | |
| 1 | 5 | 0.1% |
| 2 | 2173 |
| Value | Count | Frequency (%) |
| 2 | 2173 | |
| 1 | 5 | 0.1% |
| 0 | 1883 |
Year_DM_Diagnosed
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 48 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 1871 |
| Missing (%) | 46.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1997.6347 |
| Minimum | 9 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 1984 |
| Q1 | 1996 |
| median | 2002 |
| Q3 | 2007 |
| 95-th percentile | 2011 |
| Maximum | 2022 |
| Range | 2013 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 73.9518 |
|---|---|
| Coefficient of variation (CV) | 0.037019681 |
| Kurtosis | 709.86491 |
| Mean | 1997.6347 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -26.513723 |
| Sum | 4374820 |
| Variance | 5468.8688 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 2002 | 284 | 7.0% |
| 2007 | 169 | 4.2% |
| 1992 | 151 | 3.7% |
| 1997 | 149 | 3.7% |
| 2000 | 117 | 2.9% |
| 2008 | 112 | 2.8% |
| 2006 | 101 | 2.5% |
| 2003 | 99 | 2.4% |
| 2010 | 87 | 2.1% |
| 2011 | 81 | 2.0% |
| Other values (38) | 840 | |
| (Missing) | 1871 |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 1967 | 1 | < 0.1% |
| 1970 | 1 | < 0.1% |
| 1972 | 2 | |
| 1973 | 3 | |
| 1974 | 1 | < 0.1% |
| 1975 | 1 | < 0.1% |
| 1976 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2022 | 1 | < 0.1% |
| 2013 | 1 | < 0.1% |
| 2012 | 60 | 1.5% |
| 2011 | 81 | |
| 2010 | 87 | |
| 2009 | 76 | |
| 2008 | 112 | |
| 2007 | 169 | |
| 2006 | 101 | |
| 2005 | 70 |
DM_Duration
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 46 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 1871 |
| Missing (%) | 46.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.622374 |
| Minimum | -10 |
|---|---|
| Maximum | 2004 |
| Zeros | 30 |
| Zeros (%) | 0.7% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | -10 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 16 |
| 95-th percentile | 28 |
| Maximum | 2004 |
| Range | 2014 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 73.960247 |
|---|---|
| Coefficient of variation (CV) | 5.058019 |
| Kurtosis | 710.13298 |
| Mean | 14.622374 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 26.521164 |
| Sum | 32023 |
| Variance | 5470.1182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 10 | 340 | 8.4% |
| 20 | 199 | 4.9% |
| 15 | 173 | 4.3% |
| 5 | 172 | 4.2% |
| 12 | 115 | 2.8% |
| 6 | 103 | 2.5% |
| 7 | 91 | 2.2% |
| 4 | 88 | 2.2% |
| 2 | 88 | 2.2% |
| 1 | 83 | 2.0% |
| Other values (36) | 738 | 18.2% |
| (Missing) | 1871 |
| Value | Count | Frequency (%) |
| -10 | 1 | < 0.1% |
| 0 | 30 | 0.7% |
| 1 | 83 | |
| 2 | 88 | |
| 3 | 78 | |
| 4 | 88 | |
| 5 | 172 | |
| 6 | 103 | |
| 7 | 91 | |
| 8 | 82 |
| Value | Count | Frequency (%) |
| 2004 | 1 | < 0.1% |
| 2003 | 1 | < 0.1% |
| 1992 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 40 | 5 | |
| 38 | 1 | < 0.1% |
| 37 | 2 | < 0.1% |
| 36 | 1 | < 0.1% |
| 35 | 7 |
DM_Type
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0716572 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 1872 |
| Zeros (%) | 46.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.99433714 |
|---|---|
| Coefficient of variation (CV) | 0.92784998 |
| Kurtosis | -1.9737973 |
| Mean | 1.0716572 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.14373466 |
| Sum | 4352 |
| Variance | 0.98870634 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=3)
| Value | Count | Frequency (%) |
| 2 | 2163 | |
| 0 | 1872 | |
| 1 | 26 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 26 | 0.6% |
| 2 | 2163 |
| Value | Count | Frequency (%) |
| 2 | 2163 | |
| 1 | 26 | 0.6% |
| 0 | 1872 |
DM_Treatment
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3462201 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 103 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.0130862 |
|---|---|
| Coefficient of variation (CV) | 0.31721026 |
| Kurtosis | 1.6568194 |
| Mean | 6.3462201 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.4716572 |
| Sum | 25772 |
| Variance | 4.0525159 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 7 | 1873 | |
| 8 | 896 | |
| 5 | 489 | 12.0% |
| 3 | 338 | 8.3% |
| 9 | 164 | 4.0% |
| 0 | 103 | 2.5% |
| 1 | 100 | 2.5% |
| 4 | 63 | 1.6% |
| 6 | 34 | 0.8% |
| 2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 103 | 2.5% |
| 1 | 100 | 2.5% |
| 2 | 1 | < 0.1% |
| 3 | 338 | 8.3% |
| 4 | 63 | 1.6% |
| 5 | 489 | 12.0% |
| 6 | 34 | 0.8% |
| 7 | 1873 | |
| 8 | 896 | |
| 9 | 164 | 4.0% |
| Value | Count | Frequency (%) |
| 9 | 164 | 4.0% |
| 8 | 896 | |
| 7 | 1873 | |
| 6 | 34 | 0.8% |
| 5 | 489 | 12.0% |
| 4 | 63 | 1.6% |
| 3 | 338 | 8.3% |
| 2 | 1 | < 0.1% |
| 1 | 100 | 2.5% |
| 0 | 103 | 2.5% |
Smoking_History
Real number (ℝ)
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.93351391 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 982 |
| Zeros (%) | 24.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.68085153 |
|---|---|
| Coefficient of variation (CV) | 0.72934267 |
| Kurtosis | 1.0203607 |
| Mean | 0.93351391 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.59385122 |
| Sum | 3791 |
| Variance | 0.46355881 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) |
| 1 | 2464 | |
| 0 | 982 | 24.2% |
| 2 | 524 | 12.9% |
| 3 | 85 | 2.1% |
| 4 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 982 | 24.2% |
| 1 | 2464 | |
| 2 | 524 | 12.9% |
| 3 | 85 | 2.1% |
| 4 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 4 | 6 | 0.1% |
| 3 | 85 | 2.1% |
| 2 | 524 | 12.9% |
| 1 | 2464 | |
| 0 | 982 | 24.2% |
HbA1C_Admission_Value
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 383 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 1501 |
| Missing (%) | 37.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5857148 |
| Minimum | 3.2 |
|---|---|
| Maximum | 88.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 3.2 |
|---|---|
| 5-th percentile | 4.9 |
| Q1 | 5.9 |
| median | 7 |
| Q3 | 8.935 |
| 95-th percentile | 11.9145 |
| Maximum | 88.4 |
| Range | 85.2 |
| Interquartile range (IQR) | 3.035 |
Descriptive statistics
| Standard deviation | 2.788494 |
|---|---|
| Coefficient of variation (CV) | 0.36759805 |
| Kurtosis | 275.03779 |
| Mean | 7.5857148 |
| Median Absolute Deviation (MAD) | 1.365 |
| Skewness | 10.049965 |
| Sum | 19419.43 |
| Variance | 7.7756985 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 144 | 3.5% |
| 5.9 | 71 | 1.7% |
| 5.7 | 69 | 1.7% |
| 5.8 | 65 | 1.6% |
| 5.3 | 53 | 1.3% |
| 5.6 | 52 | 1.3% |
| 5.5 | 52 | 1.3% |
| 7 | 49 | 1.2% |
| 5 | 48 | 1.2% |
| 5.4 | 48 | 1.2% |
| Other values (373) | 1909 | |
| (Missing) | 1501 |
| Value | Count | Frequency (%) |
| 3.2 | 1 | < 0.1% |
| 3.3 | 1 | < 0.1% |
| 3.5 | 1 | < 0.1% |
| 3.6 | 1 | < 0.1% |
| 3.75 | 1 | < 0.1% |
| 3.9 | 12 | |
| 4 | 23 | |
| 4.01 | 1 | < 0.1% |
| 4.1 | 4 | 0.1% |
| 4.16 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 88.4 | 1 | |
| 20 | 1 | |
| 17.5 | 1 | |
| 16.6 | 1 | |
| 16 | 2 | |
| 15.8 | 1 | |
| 15.7 | 2 | |
| 15.4 | 1 | |
| 15.3 | 1 | |
| 15.2 | 2 |
Lipid_24_Collected
Real number (ℝ)
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8542231 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 599 |
| Zeros (%) | 14.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.35777779 |
|---|---|
| Coefficient of variation (CV) | 0.41883413 |
| Kurtosis | 2.0043612 |
| Mean | 0.8542231 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.8947918 |
| Sum | 3469 |
| Variance | 0.12800494 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=3)
| Value | Count | Frequency (%) |
| 1 | 3455 | |
| 0 | 599 | 14.8% |
| 2 | 7 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 599 | 14.8% |
| 1 | 3455 | |
| 2 | 7 | 0.2% |
| Value | Count | Frequency (%) |
| 2 | 7 | 0.2% |
| 1 | 3455 | |
| 0 | 599 | 14.8% |
Heart_Rate
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.288147 |
| Minimum | 8 |
|---|---|
| Maximum | 222 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 57 |
| Q1 | 71 |
| median | 82 |
| Q3 | 96 |
| 95-th percentile | 120 |
| Maximum | 222 |
| Range | 214 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 20.861484 |
|---|---|
| Coefficient of variation (CV) | 0.24460004 |
| Kurtosis | 3.1637868 |
| Mean | 85.288147 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.1137882 |
| Sum | 346355.17 |
| Variance | 435.20153 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 298 | 7.3% |
| 90 | 203 | 5.0% |
| 70 | 202 | 5.0% |
| 100 | 151 | 3.7% |
| 78 | 136 | 3.3% |
| 88 | 126 | 3.1% |
| 75 | 118 | 2.9% |
| 72 | 105 | 2.6% |
| 85 | 101 | 2.5% |
| 76 | 88 | 2.2% |
| Other values (133) | 2533 |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 25 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 30 | 3 | 0.1% |
| 34 | 2 | < 0.1% |
| 35 | 3 | 0.1% |
| 36 | 2 | < 0.1% |
| 38 | 5 | |
| 40 | 11 | |
| 42 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 222 | 1 | < 0.1% |
| 220 | 1 | < 0.1% |
| 200 | 2 | |
| 187 | 1 | < 0.1% |
| 180 | 4 | |
| 175 | 1 | < 0.1% |
| 174 | 1 | < 0.1% |
| 172 | 2 | |
| 170 | 3 | |
| 168 | 3 |
Waist
Real number (ℝ)
| Distinct | 181 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.573392 |
| Minimum | 25 |
|---|---|
| Maximum | 194 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 72 |
| Q1 | 88 |
| median | 98 |
| Q3 | 109 |
| 95-th percentile | 124 |
| Maximum | 194 |
| Range | 169 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 17.325089 |
|---|---|
| Coefficient of variation (CV) | 0.17755956 |
| Kurtosis | 2.3534761 |
| Mean | 97.573392 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.34747378 |
| Sum | 396245.55 |
| Variance | 300.1587 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 225 | 5.5% |
| 100 | 172 | 4.2% |
| 85 | 158 | 3.9% |
| 110 | 151 | 3.7% |
| 98 | 146 | 3.6% |
| 105 | 132 | 3.3% |
| 80 | 127 | 3.1% |
| 88 | 123 | 3.0% |
| 95 | 123 | 3.0% |
| 102 | 111 | 2.7% |
| Other values (171) | 2593 |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 32 | 9 | |
| 33 | 4 | |
| 34 | 5 | |
| 35 | 1 | < 0.1% |
| 36 | 8 | |
| 37 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 194 | 1 | < 0.1% |
| 191 | 2 | < 0.1% |
| 165 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 155 | 1 | < 0.1% |
| 152 | 1 | < 0.1% |
| 150 | 4 | |
| 148 | 5 | |
| 147 | 1 | < 0.1% |
| 146 | 1 | < 0.1% |
Fasting_Blood_Glucose_Value_SI_Units
Real number (ℝ)
| Distinct | 1336 |
|---|---|
| Distinct (%) | 32.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6349115 |
| Minimum | 0.33 |
|---|---|
| Maximum | 17.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.33 |
|---|---|
| 5-th percentile | 4.3 |
| Q1 | 5.68 |
| median | 7.1 |
| Q3 | 9.15432 |
| 95-th percentile | 13 |
| Maximum | 17.8 |
| Range | 17.47 |
| Interquartile range (IQR) | 3.47432 |
Descriptive statistics
| Standard deviation | 2.8208192 |
|---|---|
| Coefficient of variation (CV) | 0.36946325 |
| Kurtosis | 0.93595341 |
| Mean | 7.6349115 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 0.7771125 |
| Sum | 31005.376 |
| Variance | 7.9570211 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 82 | 2.0% |
| 5.2 | 77 | 1.9% |
| 5 | 69 | 1.7% |
| 5.6 | 69 | 1.7% |
| 4.8 | 55 | 1.4% |
| 5.5 | 55 | 1.4% |
| 6.2 | 55 | 1.4% |
| 5.8 | 53 | 1.3% |
| 5.4 | 53 | 1.3% |
| 5.7 | 51 | 1.3% |
| Other values (1326) | 3442 |
| Value | Count | Frequency (%) |
| 0.33 | 1 | |
| 0.38 | 1 | |
| 0.46 | 1 | |
| 0.47 | 1 | |
| 0.58 | 1 | |
| 0.61 | 1 | |
| 0.71 | 1 | |
| 0.81 | 1 | |
| 0.98 | 1 | |
| 1.0024 | 1 |
| Value | Count | Frequency (%) |
| 17.8 | 1 | < 0.1% |
| 17.7 | 2 | < 0.1% |
| 17.62 | 1 | < 0.1% |
| 17.6 | 1 | < 0.1% |
| 17.4 | 2 | < 0.1% |
| 17.3 | 3 | 0.1% |
| 17.2 | 3 | 0.1% |
| 17.17 | 1 | < 0.1% |
| 17.07 | 1 | < 0.1% |
| 17 | 8 |
Cholesterol_Value_SI_Units
Real number (ℝ)
| Distinct | 819 |
|---|---|
| Distinct (%) | 20.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7236678 |
| Minimum | 0.07 |
|---|---|
| Maximum | 15.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.07 |
|---|---|
| 5-th percentile | 2.89 |
| Q1 | 3.82 |
| median | 4.602 |
| Q3 | 5.5 |
| 95-th percentile | 6.93 |
| Maximum | 15.7 |
| Range | 15.63 |
| Interquartile range (IQR) | 1.68 |
Descriptive statistics
| Standard deviation | 1.3157598 |
|---|---|
| Coefficient of variation (CV) | 0.27854623 |
| Kurtosis | 3.3022978 |
| Mean | 4.7236678 |
| Median Absolute Deviation (MAD) | 0.802 |
| Skewness | 0.808156 |
| Sum | 19182.815 |
| Variance | 1.7312239 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.3 | 83 | 2.0% |
| 4.5 | 80 | 2.0% |
| 5.2 | 74 | 1.8% |
| 4.6 | 73 | 1.8% |
| 4.2 | 73 | 1.8% |
| 5.6 | 70 | 1.7% |
| 4.9 | 68 | 1.7% |
| 4.1 | 67 | 1.6% |
| 4 | 66 | 1.6% |
| 4.8 | 65 | 1.6% |
| Other values (809) | 3342 |
| Value | Count | Frequency (%) |
| 0.07 | 1 | < 0.1% |
| 0.08 | 3 | |
| 0.1 | 2 | |
| 0.13 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.17 | 2 | |
| 0.18 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 1.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.7 | 1 | |
| 13.74 | 1 | |
| 12.64554 | 1 | |
| 11.8 | 2 | |
| 11.36 | 1 | |
| 11.29 | 1 | |
| 10.97 | 1 | |
| 10.12 | 1 | |
| 10 | 1 | |
| 9.91 | 1 |
Triglycerides_Value_SI_Units
Real number (ℝ)
| Distinct | 698 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.634504 |
| Minimum | 0.01 |
|---|---|
| Maximum | 17.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 0.994 |
| median | 1.4 |
| Q3 | 1.96 |
| 95-th percentile | 3.5 |
| Maximum | 17.6 |
| Range | 17.59 |
| Interquartile range (IQR) | 0.966 |
Descriptive statistics
| Standard deviation | 1.1139498 |
|---|---|
| Coefficient of variation (CV) | 0.68152162 |
| Kurtosis | 34.309237 |
| Mean | 1.634504 |
| Median Absolute Deviation (MAD) | 0.474 |
| Skewness | 4.0429393 |
| Sum | 6637.7208 |
| Variance | 1.2408842 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.2 | 108 | 2.7% |
| 1 | 108 | 2.7% |
| 1.1 | 107 | 2.6% |
| 1.3 | 102 | 2.5% |
| 1.5 | 99 | 2.4% |
| 0.8 | 99 | 2.4% |
| 0.9 | 98 | 2.4% |
| 1.4 | 95 | 2.3% |
| 1.6 | 92 | 2.3% |
| 1.8 | 81 | 2.0% |
| Other values (688) | 3072 |
| Value | Count | Frequency (%) |
| 0.01 | 6 | |
| 0.02 | 3 | |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 17.6 | 1 | |
| 17.4 | 1 | |
| 14.55 | 1 | |
| 11.56 | 1 | |
| 11.01 | 1 | |
| 10.59 | 1 | |
| 9.72 | 1 | |
| 9.14 | 1 | |
| 9 | 1 | |
| 8.88 | 1 |
BMI
Real number (ℝ)
| Distinct | 1236 |
|---|---|
| Distinct (%) | 30.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.00601 |
| Minimum | 13.34 |
|---|---|
| Maximum | 342.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 13.34 |
|---|---|
| 5-th percentile | 21.5 |
| Q1 | 24.93 |
| median | 27.77 |
| Q3 | 31.56 |
| 95-th percentile | 39.51 |
| Maximum | 342.78 |
| Range | 329.44 |
| Interquartile range (IQR) | 6.63 |
Descriptive statistics
| Standard deviation | 8.8488535 |
|---|---|
| Coefficient of variation (CV) | 0.30506966 |
| Kurtosis | 514.11226 |
| Mean | 29.00601 |
| Median Absolute Deviation (MAD) | 3.25 |
| Skewness | 17.013261 |
| Sum | 117793.41 |
| Variance | 78.302209 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.71 | 40 | 1.0% |
| 27.68 | 38 | 0.9% |
| 24.22 | 36 | 0.9% |
| 29.41 | 30 | 0.7% |
| 29.76 | 28 | 0.7% |
| 31.25 | 27 | 0.7% |
| 27.34 | 27 | 0.7% |
| 25.95 | 26 | 0.6% |
| 31.22 | 25 | 0.6% |
| 28.73 | 24 | 0.6% |
| Other values (1226) | 3760 |
| Value | Count | Frequency (%) |
| 13.34 | 1 | |
| 14.84 | 1 | |
| 15.78 | 1 | |
| 16.42 | 2 | |
| 16.44 | 1 | |
| 16.77 | 1 | |
| 16.82 | 2 | |
| 16.9 | 1 | |
| 17.04 | 1 | |
| 17.07 | 1 |
| Value | Count | Frequency (%) |
| 342.78 | 1 | |
| 233.4 | 1 | |
| 221.14 | 1 | |
| 96.88 | 1 | |
| 69.25 | 1 | |
| 66.33 | 1 | |
| 65.38 | 1 | |
| 65.02 | 1 | |
| 63.57 | 1 | |
| 61.33 | 1 |
Creatinine_Clearance
Real number (ℝ)
| Distinct | 3488 |
|---|---|
| Distinct (%) | 85.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.394477 |
| Minimum | 5.21 |
|---|---|
| Maximum | 1164.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 5.21 |
|---|---|
| 5-th percentile | 25.78 |
| Q1 | 57.51 |
| median | 82.87 |
| Q3 | 110.97 |
| 95-th percentile | 166.51 |
| Maximum | 1164.7 |
| Range | 1159.49 |
| Interquartile range (IQR) | 53.46 |
Descriptive statistics
| Standard deviation | 52.832439 |
|---|---|
| Coefficient of variation (CV) | 0.59768936 |
| Kurtosis | 102.58805 |
| Mean | 88.394477 |
| Median Absolute Deviation (MAD) | 26.71 |
| Skewness | 6.163828 |
| Sum | 358969.97 |
| Variance | 2791.2666 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 88.46390281 | 7 | 0.2% |
| 86.1 | 6 | 0.1% |
| 83.2 | 6 | 0.1% |
| 110.7 | 4 | 0.1% |
| 67.65 | 4 | 0.1% |
| 76.16 | 4 | 0.1% |
| 97.17 | 4 | 0.1% |
| 76.26 | 4 | 0.1% |
| 79.9 | 4 | 0.1% |
| 73.05 | 3 | 0.1% |
| Other values (3478) | 4015 |
| Value | Count | Frequency (%) |
| 5.21 | 1 | |
| 5.24 | 1 | |
| 5.57 | 1 | |
| 5.7 | 1 | |
| 5.98 | 1 | |
| 6.18 | 1 | |
| 6.23 | 1 | |
| 6.29 | 1 | |
| 6.33 | 1 | |
| 6.39 | 1 |
| Value | Count | Frequency (%) |
| 1164.7 | 1 | |
| 1153.62 | 1 | |
| 875.43 | 1 | |
| 684.96 | 1 | |
| 626.18 | 1 | |
| 500.2 | 1 | |
| 460.63 | 1 | |
| 363.73 | 1 | |
| 321.8 | 1 | |
| 298.68 | 1 |
| Gender | Age | Education | Work | Cardiac_Arrest_Admission | Non_Cardiac_Condition | Hypertension | Dyslipidemia | DM | Year_DM_Diagnosed | DM_Duration | DM_Type | DM_Treatment | Smoking_History | HbA1C_Admission_Value | Lipid_24_Collected | Heart_Rate | Waist | Fasting_Blood_Glucose_Value_SI_Units | Cholesterol_Value_SI_Units | Triglycerides_Value_SI_Units | BMI | Creatinine_Clearance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gender | 1.000 | -0.158 | -0.007 | 0.378 | 0.012 | -0.010 | -0.208 | -0.122 | -0.163 | 0.090 | -0.091 | -0.160 | 0.047 | -0.146 | -0.127 | 0.066 | -0.130 | -0.034 | -0.093 | -0.006 | -0.002 | -0.173 | 0.106 |
| Age | -0.158 | 1.000 | -0.034 | -0.540 | -0.006 | 0.090 | 0.256 | 0.117 | 0.123 | -0.297 | 0.300 | 0.134 | 0.001 | 0.258 | 0.029 | -0.081 | 0.040 | -0.097 | 0.030 | -0.163 | -0.213 | -0.151 | -0.635 |
| Education | -0.007 | -0.034 | 1.000 | 0.053 | -0.006 | 0.018 | -0.006 | -0.036 | -0.006 | 0.006 | -0.007 | -0.006 | -0.027 | -0.018 | -0.013 | 0.008 | 0.008 | 0.003 | -0.018 | 0.019 | -0.014 | 0.031 | 0.033 |
| Work | 0.378 | -0.540 | 0.053 | 1.000 | 0.010 | -0.055 | -0.235 | -0.114 | -0.167 | 0.208 | -0.208 | -0.174 | 0.026 | -0.178 | -0.104 | 0.062 | -0.062 | 0.022 | -0.069 | 0.111 | 0.129 | 0.053 | 0.404 |
| Cardiac_Arrest_Admission | 0.012 | -0.006 | -0.006 | 0.010 | 1.000 | 0.118 | 0.008 | -0.017 | -0.002 | -0.009 | 0.007 | -0.011 | 0.025 | -0.020 | -0.006 | -0.018 | 0.073 | -0.024 | 0.037 | -0.004 | 0.003 | -0.006 | -0.037 |
| Non_Cardiac_Condition | -0.010 | 0.090 | 0.018 | -0.055 | 0.118 | 1.000 | 0.068 | 0.025 | 0.040 | -0.053 | 0.055 | 0.035 | -0.002 | 0.040 | -0.004 | -0.017 | 0.113 | -0.019 | 0.015 | -0.053 | -0.020 | -0.019 | -0.164 |
| Hypertension | -0.208 | 0.256 | -0.006 | -0.235 | 0.008 | 0.068 | 1.000 | 0.398 | 0.333 | -0.112 | 0.112 | 0.325 | -0.038 | 0.150 | 0.198 | -0.001 | 0.097 | 0.085 | 0.122 | -0.128 | 0.010 | 0.108 | -0.227 |
| Dyslipidemia | -0.122 | 0.117 | -0.036 | -0.114 | -0.017 | 0.025 | 0.398 | 1.000 | 0.326 | -0.062 | 0.067 | 0.320 | -0.066 | 0.114 | 0.223 | 0.022 | 0.021 | 0.082 | 0.110 | -0.069 | 0.082 | 0.097 | -0.097 |
| DM | -0.163 | 0.123 | -0.006 | -0.167 | -0.002 | 0.040 | 0.333 | 0.326 | 1.000 | -0.020 | 0.024 | 0.988 | -0.026 | 0.102 | 0.670 | -0.023 | 0.117 | 0.111 | 0.367 | -0.113 | 0.100 | 0.136 | -0.103 |
| Year_DM_Diagnosed | 0.090 | -0.297 | 0.006 | 0.208 | -0.009 | -0.053 | -0.112 | -0.062 | -0.020 | 1.000 | -0.995 | 0.070 | -0.053 | -0.072 | -0.092 | 0.097 | -0.067 | -0.044 | -0.001 | 0.169 | 0.077 | -0.117 | 0.213 |
| DM_Duration | -0.091 | 0.300 | -0.007 | -0.208 | 0.007 | 0.055 | 0.112 | 0.067 | 0.024 | -0.995 | 1.000 | -0.068 | 0.044 | 0.075 | 0.084 | -0.097 | 0.063 | 0.046 | 0.002 | -0.171 | -0.078 | 0.111 | -0.217 |
| DM_Type | -0.160 | 0.134 | -0.006 | -0.174 | -0.011 | 0.035 | 0.325 | 0.320 | 0.988 | 0.070 | -0.068 | 1.000 | -0.022 | 0.100 | 0.666 | -0.025 | 0.111 | 0.109 | 0.365 | -0.115 | 0.095 | 0.134 | -0.110 |
| DM_Treatment | 0.047 | 0.001 | -0.027 | 0.026 | 0.025 | -0.002 | -0.038 | -0.066 | -0.026 | -0.053 | 0.044 | -0.022 | 1.000 | -0.025 | -0.081 | -0.013 | -0.003 | -0.104 | -0.011 | -0.012 | -0.002 | -0.027 | 0.006 |
| Smoking_History | -0.146 | 0.258 | -0.018 | -0.178 | -0.020 | 0.040 | 0.150 | 0.114 | 0.102 | -0.072 | 0.075 | 0.100 | -0.025 | 1.000 | 0.078 | 0.002 | 0.023 | -0.031 | 0.038 | -0.076 | -0.072 | 0.000 | -0.197 |
| HbA1C_Admission_Value | -0.127 | 0.029 | -0.013 | -0.104 | -0.006 | -0.004 | 0.198 | 0.223 | 0.670 | -0.092 | 0.084 | 0.666 | -0.081 | 0.078 | 1.000 | -0.002 | 0.115 | 0.102 | 0.467 | -0.000 | 0.179 | 0.140 | 0.006 |
| Lipid_24_Collected | 0.066 | -0.081 | 0.008 | 0.062 | -0.018 | -0.017 | -0.001 | 0.022 | -0.023 | 0.097 | -0.097 | -0.025 | -0.013 | 0.002 | -0.002 | 1.000 | -0.043 | 0.034 | -0.036 | 0.053 | 0.035 | -0.020 | 0.055 |
| Heart_Rate | -0.130 | 0.040 | 0.008 | -0.062 | 0.073 | 0.113 | 0.097 | 0.021 | 0.117 | -0.067 | 0.063 | 0.111 | -0.003 | 0.023 | 0.115 | -0.043 | 1.000 | -0.009 | 0.155 | 0.011 | -0.005 | 0.049 | -0.062 |
| Waist | -0.034 | -0.097 | 0.003 | 0.022 | -0.024 | -0.019 | 0.085 | 0.082 | 0.111 | -0.044 | 0.046 | 0.109 | -0.104 | -0.031 | 0.102 | 0.034 | -0.009 | 1.000 | 0.066 | -0.009 | 0.129 | 0.512 | 0.259 |
| Fasting_Blood_Glucose_Value_SI_Units | -0.093 | 0.030 | -0.018 | -0.069 | 0.037 | 0.015 | 0.122 | 0.110 | 0.367 | -0.001 | 0.002 | 0.365 | -0.011 | 0.038 | 0.467 | -0.036 | 0.155 | 0.066 | 1.000 | 0.019 | 0.096 | 0.106 | -0.010 |
| Cholesterol_Value_SI_Units | -0.006 | -0.163 | 0.019 | 0.111 | -0.004 | -0.053 | -0.128 | -0.069 | -0.113 | 0.169 | -0.171 | -0.115 | -0.012 | -0.076 | -0.000 | 0.053 | 0.011 | -0.009 | 0.019 | 1.000 | 0.384 | 0.031 | 0.136 |
| Triglycerides_Value_SI_Units | -0.002 | -0.213 | -0.014 | 0.129 | 0.003 | -0.020 | 0.010 | 0.082 | 0.100 | 0.077 | -0.078 | 0.095 | -0.002 | -0.072 | 0.179 | 0.035 | -0.005 | 0.129 | 0.096 | 0.384 | 1.000 | 0.151 | 0.150 |
| BMI | -0.173 | -0.151 | 0.031 | 0.053 | -0.006 | -0.019 | 0.108 | 0.097 | 0.136 | -0.117 | 0.111 | 0.134 | -0.027 | 0.000 | 0.140 | -0.020 | 0.049 | 0.512 | 0.106 | 0.031 | 0.151 | 1.000 | 0.383 |
| Creatinine_Clearance | 0.106 | -0.635 | 0.033 | 0.404 | -0.037 | -0.164 | -0.227 | -0.097 | -0.103 | 0.213 | -0.217 | -0.110 | 0.006 | -0.197 | 0.006 | 0.055 | -0.062 | 0.259 | -0.010 | 0.136 | 0.150 | 0.383 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Gender | Age | Education | Work | Cardiac_Arrest_Admission | Non_Cardiac_Condition | Hypertension | Dyslipidemia | DM | Year_DM_Diagnosed | DM_Duration | DM_Type | DM_Treatment | Smoking_History | HbA1C_Admission_Value | Lipid_24_Collected | Heart_Rate | Waist | Fasting_Blood_Glucose_Value_SI_Units | Cholesterol_Value_SI_Units | Triglycerides_Value_SI_Units | BMI | Creatinine_Clearance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 62 | 1 | 1 | 0 | 0 | 2 | 2 | 1 | NaN | NaN | 0 | 7 | 4 | NaN | 2 | 85.280988 | 97.592341 | 7.424802 | 4.727462 | 1.654923 | 29.011505 | 88.463903 |
| 1 | 1 | 52 | 1 | 1 | 0 | 0 | 1 | 1 | 2 | 2003.0 | 10.0 | 2 | 3 | 4 | NaN | 2 | 85.280988 | 97.592341 | 7.424802 | 4.727462 | 1.654923 | 29.011505 | 88.463903 |
| 2 | 0 | 73 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | NaN | NaN | 0 | 7 | 0 | NaN | 1 | 75.000000 | 60.000000 | 7.000000 | 5.380000 | 1.850000 | 20.000000 | 24.120000 |
| 3 | 1 | 46 | 6 | 3 | 3 | 2 | 2 | 2 | 1 | NaN | NaN | 0 | 7 | 4 | NaN | 2 | 85.280988 | 97.592341 | 7.424802 | 4.727462 | 1.654923 | 29.011505 | 88.463903 |
| 4 | 0 | 46 | 6 | 3 | 3 | 2 | 2 | 2 | 1 | NaN | NaN | 0 | 7 | 4 | NaN | 2 | 85.280988 | 97.592341 | 7.424802 | 4.727462 | 1.654923 | 29.011505 | 88.463903 |
| 5 | 0 | 64 | 4 | 0 | 0 | 0 | 1 | 1 | 2 | 2002.0 | 10.0 | 2 | 5 | 1 | NaN | 1 | 117.000000 | 85.000000 | 11.930000 | 5.400000 | 2.240000 | 33.290000 | 63.600000 |
| 6 | 0 | 56 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 1988.0 | 24.0 | 2 | 9 | 1 | 7.1 | 0 | 82.000000 | 85.000000 | 4.400000 | 4.700000 | 1.300000 | 31.220000 | 114.240000 |
| 7 | 0 | 78 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | NaN | NaN | 0 | 7 | 1 | 5.6 | 0 | 90.000000 | 90.000000 | 6.200000 | 4.110000 | 1.110000 | 19.560000 | 27.550000 |
| 8 | 1 | 54 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | NaN | NaN | 0 | 7 | 1 | 5.6 | 1 | 75.000000 | 91.000000 | 4.000000 | 5.200000 | 2.200000 | 23.050000 | 92.370000 |
| 9 | 0 | 54 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | 0 | 7 | 1 | NaN | 0 | 90.000000 | 93.000000 | 9.814320 | 5.072000 | 1.048000 | 23.810000 | 73.420000 |
| Gender | Age | Education | Work | Cardiac_Arrest_Admission | Non_Cardiac_Condition | Hypertension | Dyslipidemia | DM | Year_DM_Diagnosed | DM_Duration | DM_Type | DM_Treatment | Smoking_History | HbA1C_Admission_Value | Lipid_24_Collected | Heart_Rate | Waist | Fasting_Blood_Glucose_Value_SI_Units | Cholesterol_Value_SI_Units | Triglycerides_Value_SI_Units | BMI | Creatinine_Clearance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4051 | 1 | 74 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 1987.0 | 25.0 | 2 | 1 | 1 | 8.3 | 1 | 88.0 | 90.6 | 10.800 | 5.140 | 1.100 | 28.41 | 56.50 |
| 4052 | 1 | 76 | 4 | 1 | 0 | 0 | 1 | 0 | 0 | NaN | NaN | 0 | 7 | 0 | NaN | 0 | 140.0 | 70.0 | 7.960 | 4.178 | 1.322 | 25.71 | 34.66 |
| 4053 | 1 | 61 | 5 | 2 | 0 | 1 | 1 | 1 | 2 | 1993.0 | 20.0 | 2 | 8 | 1 | 7.4 | 1 | 87.0 | 90.0 | 4.200 | 5.100 | 2.500 | 29.76 | 50.65 |
| 4054 | 0 | 56 | 2 | 0 | 0 | 0 | 1 | 0 | 2 | 2004.0 | 8.0 | 2 | 3 | 1 | 8.1 | 0 | 62.0 | 115.0 | 7.200 | 7.440 | 2.320 | 33.12 | 109.82 |
| 4055 | 1 | 41 | 0 | 1 | 0 | 0 | 1 | 1 | 2 | 2006.0 | 7.0 | 2 | 8 | 2 | NaN | 1 | 106.0 | 79.0 | 12.220 | 5.900 | 1.900 | 27.97 | 88.77 |
| 4056 | 1 | 75 | 2 | 0 | 0 | 0 | 1 | 1 | 2 | 2001.0 | 11.0 | 2 | 5 | 1 | 8.8 | 1 | 98.0 | 92.0 | 7.500 | 4.670 | 2.220 | 23.51 | 45.28 |
| 4057 | 1 | 56 | 0 | 0 | 2 | 0 | 0 | 1 | 2 | 1996.0 | 15.0 | 2 | 8 | 0 | 11.6 | 1 | 120.0 | 93.0 | 7.900 | 6.660 | 1.530 | 29.39 | 83.77 |
| 4058 | 1 | 55 | 4 | 0 | 0 | 0 | 0 | 0 | 2 | 2006.0 | 7.0 | 2 | 8 | 0 | 11.6 | 1 | 109.0 | 72.0 | 9.200 | 3.950 | 0.800 | 22.84 | 89.61 |
| 4059 | 1 | 77 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | NaN | NaN | 0 | 7 | 1 | NaN | 1 | 100.0 | 85.0 | 9.220 | 6.710 | 0.650 | 22.04 | 31.00 |
| 4060 | 1 | 73 | 2 | 0 | 0 | 0 | 1 | 1 | 2 | 1987.0 | 25.0 | 2 | 9 | 0 | NaN | 1 | 100.0 | 117.0 | 11.874 | 4.100 | 1.770 | 29.01 | 67.36 |